{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Numpy Tutorial for Beginners"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is Numpy? \n",
    "\n",
    "- NumPy is a python package / library that stands for 'Numerical Python'\n",
    "- It is used for scientific computing by using array objects\n",
    "- It uses array/vector and matrix operations which save coding time and execution time; no need for while loops in lists\n",
    "\n",
    "More details:\n",
    "https://numpy.org/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WwB2WRQQ9wh2gr6geqgP8AegIdRWNU1LeMKkieZWApoOAg0OtgJtWHb1TETyC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zjI9HJoTRMgoqYGiaEb0IRJgaKARjEGGjBVIG9yYK0Y0VXynuWYGbwY3iHz4R82GyGRhYiK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\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I5NrLorE/NxWhoekEcmVmkGOjc7NnvQQ5Bx45EULJEMegRgD3fGiVBDhDDV4Mq8UWWr6g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oGcwQxJqkAQxdJu09NyQY69brd0vlOleuZYdwjk7I9vC5vskYshkCtAXu4xArlBkf2OjdSY1DFh\nnL8SroZWWsa62YKaKjXNvv12CXIvE3R5pSkgl23xenDoGieUMMObMi5J/cyAF1rQhRCCOvbWheR2\n0T66CO44HLOD9slj7lrhktiEvQR4u2MbsCuaoCmSgI5AZ3sgwQNBm7uBjHuCOJbwyDGEBTQrICeh\nzSLe1iIgbtkgF8og12QPcorMIEd1yHWqhqxKkGMPXA3+RMvnCKI2hxGohdMygmQDcKqWAjm34Br4\nhVcj3FSB6NijMMUeIh02Kzr2CKKEjhHgMeQdp98eR1h0GQzRFQiJrEBgRAX8wyvgF3YMQcajCIk+\njKDIA7T9AHzDSuAVWkqwdhjeYeXwCauEBwGoJ4Gol6Ee3qGN8CSwcyfoYm/eKwF0bfx5vB0vG0gE\nZv51Un412O1bTaBXhT0+5bQ8hr0+R+HqW4bdXmV42ZsnP2evoJx82yOiBT5RLQiI4VBKWproMyc0\nIYBjiONxb8sGORJPR2EBOX7RoA9ynIAklmArVYCcAmX5lrBKddtSWgzkUgjkKmvGwCDHUweob9ik\neH1WTCcwIwYxc98kv1MHVF9W+itrkGPjY7UgZ/nbP+e33KyNMI7YOHYaR06QW++ybhTIOT1yzr5K\n73irFZ/3m7GvYk5YuH0fl67cw+VrwM3bShISM1Sx5G/1+yqGuBs4c/42qpvn8J/PHcQ/fDIG73g0\nBm95mDNVxuO9T0Xi15sOorz+Is5eWCC74BqBnPz7jQS59a7X1wjk7uP6TaC/fxyd9fYgd9+8VD1f\ni8s2tFJPtxTpfadK/Q3rNu2Px8EtdfyFkyaMdxUgP+8osooGkWEGuREBcrsFyDHESS0Gcuz9EiIw\nYW+YECf4MINcvWOQs4I3PTHgKWKvXUEPDKRQVn4PgvII7nI7EZDTAX8yuH0zCO6SCSLim8lAbxQJ\nL3yNbfDhzIA8ZopAjrM5vswgJ4CNwE3MKafCmQQ582f67mXxvS3wsRpFaOU2A9ePjkeOtDWa6scM\nctIrp0qAHHvhCOKeN9TghbBqAjgZPqkHcKq0IGcbWilALohAjvYVQSBnImBj71ZMnLVMLAF4UtFx\nBHhxRxEVd0wAnpHgzhhzlCBvP5JT96GgoBD7ijJRXJCKvJw0pKWmIjYhjX6bhbCoHAQYchEYVoSg\n8EO0PA4/QxW8eBwdh7cGErwJmJMSSVSo/nf7t1gmOReiz34Efr71pDq8zFMjcNIW9vYZmgjSOJEJ\ntaPYNgSQ/KKb4WNsUSCOAI7FWSiXAXJauS3lkcskkEvvQmxGvxXIrYe0IJdMIFdePYqJSQY16phn\nHHWaHCWgn41K7assnZz0qGk7veXL8rdO48j5lnsjrr8T5Jwgp3e8tcjZVzn7qo24/tq+iqnMvK4J\nm2RGuHnrPnqGbiIkqhrBpnpUtdLz/No93LmnhTn5e/u+apae/XM4fe4OKhuv4SX3ejzx+Vi88zGe\nMy6BQC4eDzwWhU99JxWhcb0YO8neOPaUWe7NP8e+alUgNzBwQoDcdU52ouORW66WA3IrFe9P71i2\nWpg04URXPgryjyK7aEAkPEnJG4MpZVgYzbvDG7HDBjr0Ic4iM8QpYriTyU7q4L1qkLMRT9isgTuD\nlbqFggjqgjM7EJjYDkNiDyISexGewPN69SAwugueYe3YTbC2O7hNgJwANbP3zRra+DvxGzuQayQ1\nyDFyYeyRIy0Fcpr6VOtUhFEaqrEpXCY10QM3W9mDnAQS9jLZglyMGeRK7MXbFQmwiztopZi4/UhI\nyEFhbibqytLQWWtCV2042quMaDgejYpDsThyIBH7C1OQnZmCzLQMpKfm0d8UIcq0H6ERJfALLYVn\n0CG4+h+Gi/8RuAUeh3tQpRyXF1CLPf71BHYNtFS9dgx5tE7aQ3XOE3y7i6yUjfA3NQovHE/0zXPF\nefH8cEr2SZY6j54HgZ0trC0mN9q3ADndMXIS5MI3EORUmGOQK6saxQkBctRpzsxaQiaXKbWv0uvs\n1iJnuJLTONqI6+8EOWdopd7x1iJnX+Xsqzbi+qt9laAxDchpdZe2z1y9i9TCs/jkN0Lw0a8a8NuX\njuNY7UVcuHwX83cggI7nhePdzM/fov1fFUMppmeu4/zFeUycWkBZ/SVs3lONp74Sjwcfi8RbPhQv\nphvgaQf+7hNR+N+ttM+aGfr9Av09T4thOd8/x75qxaGVN+aBwcET6GrY5xDk1tMjt1ItF+RuEchN\nEMgV5h8Racwz8jmRw6gCcmRIRzSsAOSkR84RyO1eT5BbhkJy2xGa3QFDaiei0/sRlzkMMWFz+rBI\n9R5o6iZAaIVLaDv2hrRhT0iL0CshzWa9HCyTmTDACZjjpSIJehqQE8lOFJATWTQt2kri7VqAY+2I\nIkU3gCdK3xIuPXFCOuBmEX+vJDwh8LOEVlqgRIJcrY5HTgfkdGRSxOux8YVITEjHvvxkNFfEYqgx\nCCON3hhu9MVQfRAGGsLQVx+Fnro48X1TWSLqjyajoiQFhwtTsS83Hdlp6UimfcSY0hFhzIAhPAvB\nhnz4BRXBK2AfvAjyPIKOwS2gEnv9q7E3sBZ76Zx4Cgw5Hq4ZPpFyagERSqkkNVHHw6kQtyaPHLX1\npUBOeOQyNx7kjhHIjRHI8Zi4SwRyev3RYlL7Kr3Obi1yGkdO42gjrr8T5Jwgp3e8tcjZVzn7qvW9\n/pziftahR06ruwRpUxduYbtXG973VCAeeDQI//DJSPzmxTKk5I+ha2geF2aB6wvAAkHdtev3cH76\nNk6fv43Rydto6rpBdvgE/rCzAo9/PgYPPGbEWx+KJZBLFElOHnw8El/9SRrZsf0YGl8QIZhaiGM5\nQc6B1A6HQe4mXYDh4RPoblRBLozAyBrkVjpGTg/IVqtlg9xJEya781FUeJRArs8CcqkS5F5ZEchx\n2KV+6CUnH3nVQY72G0rHMqQRyGXIic7jMwfFkufuCo3vhrtBTYLCYsO/TUy7IOcmI7ALbRbaTVC3\nO5i9d1KvcDimADn2yjHI8TxyHEIqQc4yTYIiAjatR44Bbmd0PXbHNcIlsRXbown4FhkPZ5YAPfba\naUAupE4f5ILrBMiFR68c5KIVMcypILefQK6lKoZAzh9jTW4Ya2R5YLTRU4DdSIMPgZ0vRpuCMdoQ\njJH6UAzVhqG/mueNi0TTkWhUlcQQ3MWgOCeO4C4JyfEpiDWlwRSTg4ioQgQZ9sMnpBReIYfgFXoM\nnoYqOpda+PLUALES4vyjW+EdKeeGs4U4rVYKcq7UdoPSFwE58xi5fhF+rAdky9ViY+QY5I5WDmN0\ngkGOE5k4QW41chpHTpBb77I6Qc4Jcs6+6s+1r+J5zq5QX6U/Ibqa0YRX6SfoHbuOb/8yH+94nCDs\n4Wi8/ZFo/PXHTfjST3Kxw7sVaYUTqGg4j/a+y2jtmUVV4zRKys6QfTqKXd4t+MbP8vDBZ0zi7+R8\ncUkirJK9cf/wbDS2uVahvu0Szl3ksXH210T2VVQsIfvyrlZvOpAbGZlAd9N+XB/nMXLhBEYMcpYJ\nuleatVIPyFarlYDcyZ4C7Cs+hlwtyKWNSJAjMNGCHI/v0gM1KemR04M9FeR8XhOQayeQ6xMQl0CG\ncgItY9MHYUhgkNNOS2Ax/N0IArRypW08Z5mroY2Wbdgb2iq8d7tD2YPXiF2hDdhuqCVAa8QOAjSR\nRVN44aR4YnKuF9aOqDq8bKqHS0ITvHnS86xu7KTPW4WnTQE2h1I8dgLk1NBKByBHgOcbViOSnayH\nR06AXKVJeOLGGvdinHSiSS5VjTXsxQQB3mSTOyYb3THR4IkTBHjDtT4EdH7oqw5GT1U4Oiuj0VqR\ngLqjSagoTcLRfUk4UJCK3IxUpKekISUlAwlJOYiMLUaQsRRB0ZUIJuj1NzUTxLUok3t32MGblAS8\n9QS5YA3IxQiQW/7UAnqyBTkV4lSQO1w+hJETM7jIHjknyK1KTuPICXLrXVYnyDlBztlX/bl75ByD\n3H0e/8YTd9+4h6O1F/HwZ414yyOx+MuHE0iJ5nnf/v6TUfjCP6biX393AM/tqsCmPVX47dbD+Pn/\nFuKLP0zCQ58yCi/c2x6OFR64v3woWeitD8fgvU8a8f1/y0PO/klMnbllNzZOlRPkHEjtcBjkFm4B\nY2OT6Gk6gGtmkCM4mgqygyUJeI7Hz73WIDfVW4CSfQxyvWaQi0lXQE545EhqlsVFQc5aFqCT0wHs\niX2tQK6NQK6HQI4hThrLcekDMAiPnApy+sa9rXgyaQYIdWJpdwIHBj2XiGbsjWqCWyKtJzQLTxvP\nfcfZM3eSeEJzngePxdk73ZKb4Z/VIRK1BOZ0iWkUGOS0CU42RVRqAM5e9lkrNeUkkHMPqRfTD4St\nAuS0soBckhnktPA23rjHvD7W4GIGuZMNtCSYO0EwN1LngcEalifJG4PVvhioDiCwC0JvFSsEPdVh\n6GbvXXUUOmti0FyVjOOHcpCSmguDqRQBpjqCuCZ4RViPibOTkeeWozpY4Ri5ZYFcpgpy1mC2Vtl6\n5A6VDWJ4nEDOQSe9lNS+Sq+zW4ucxpHTONqI6+8EOSfI6R1vLXL2Vc6+aiOu/+J9FXD7LnDq/AKC\nTN1470dCBMT9xUNJQirMve0RE975aCTe9UQk3vdkFN7/VDTe85FIPPi4Ee94xKjxwjHE0d8p3rgH\nHo3Ap78TL3I8dA5cx4WZG+B55mzDKll/jn3VykHuNjA+fhLdzSW4SiB352QE7k4RHL3hQC4ap3rz\ncPAAg1y3AnLjBHKjcAtrIpBrxE4GOQ4HXCHIqWKI2xlVA5f4evhmkGHMIKcxll8NkDOl95ghjhVP\nIBcW37MKkGNvD3uCLOIxWe5RrfBJYDAbRGheHwJyuuGf2QGfDPpNahtcE5uwJ65ByCOlWWTYNPCE\n5wXdtN6FlwlyGeQ4vHKpbJWqJMjR9RAgZzshOJ1XKNX3OoBcjApyeUloXQTkGOJsQe4krU80eGC0\n1g3D1S4YrnG1EW0njdS60t96YLzJG2PNLF8MNxHYNaRjX2EmouKLERBdDS9js5joe3GQo2vEILdi\nj1zD4iCX/eqAXEp2l+KRm1bmiHOC3GrkNI6cILfeZXWCnBPknH2Vs6/SOx6LvXE3FoC23qv4zz/u\nw4OPhQkI+/8eThZSPWsWOGMvWzJBm3Z7Mv7iQ8pSbKPvCeLe+Wg0HvpUBLa7V6O25TJOEyxO64RU\nqnKCnJWmFVk6HAa5WwRyExMn0UMgd2V0KZBbXIuC3Liv1Jif/XeLaLkgd3syGqd783G45BjyiroI\n5ORkxwxy7mHNYkJwBjk1tFIvbNKRxBxuBHG7omvgmkBQISYD59Tu1obyRoNcGIGUNcgNIiFjCGEJ\nKwM5BgMJcjrwENUGv0Q6FtVfWEGvyJrJ0yQIWCOF8hx4eTwPHm0T2/l7OUdeUE6nADye0JxhTgJd\njZW2kOTYOIu2UB1vDa8nkGt0CHL6Hjlaxh7UfLaXOkaOFRNfZAVyQxxaaRNSyTrB4+ZsQY40UU8g\nx8DmAOQkxNHvmt2FTpDGmz0w0hyI3sZ4lBYnwRSfh8DoSngTyKnTDNhKzVapfl4pyLkZHSc7Cc5R\nQa6LQK4PKSuYM05VKokBkJe23yVnD4m2mUyQmEntpLxmBCdOzojYd6uJvpcpta/S6+zWIqdx5DSO\nNuL6O0HOCXJ6x1uLnH2Vs6/aiOuv9lUCBEjaY967C1y8fB9ZBy7gk9+Ow9sfM9oAHENbitVnR+K/\n+/8pwPeOR0z4+2eN+M/nSnC8dganzzkOqVTlBDkrqSA3Iy6iGeTuAJOTBHItpZgdTSGQMxLIhb5h\nQe5o6XECuQ4zyMWmjYq51ngeuZ2RjasAuWrsiKzFrqgauCc1wC+zVUKcJqRS1WsBcvEEcuGJvfAI\n42QnFoOfJwrXGvdaOQI5BguvqBYBcsaCfgFw2nIwrLHElAn8nZg6wfJ9aF6XCDl1S2rG7vgG7DLV\nUF1XY5uxiuqxCltZCuBZieuZQO6l4AbsCLSfR06AXFg1wuySnawQ5OKKkZSQIUGuwhrkTjS5WIHc\neKOrBeRoKcIrGzwwVuuuC3LWEEd/qxF75fobTTi0Lw4xCdkIii6Hz2sGcq3UljoQntkJU0YPkvNW\nDnIshjg9kEvK6kdyVg9BXA9KjgygZ+A8zp3nB+YVOY+cE+RWLKdx5AS59S6rE+ScIOfsq5x9Fe9f\nD+TuEMiNnpzHnsBufOBjBryVAIyBbLnwptX/93AS/V0s3vFoNP6G9vWL3xVi39GLmDhFECcidRY/\nNyfI2WhmZkaI11WQ4zjYqakp9LYSyI0wyEXiziRPQWCBpPsMdprPd6eCSQx6moQo9JvXMrSSQe5M\nP4HcoWPILWw3g1x8xrgIYWOQ22VsEuPklgty7IXbTqCxm4DEK6UJAVlkGBPEBRPEhWSTUUzSGsmv\nCsil2YRWZgwKkGOPnJtB37C3lRbkRDilCg5G2h7dAt+ENkTk9wlYMxR06JZJT4aCTgKFdgTmdCCA\nyuuf1Qa/jDYBdxyGuZfgjufg2xlNdUtgzJ47Brxt4dXYHl6Hl4LqsSNABTkqi4HEZQ5phG9YHYFc\n5YpBziz6TZwW5MoJ5Br8MdZoATiLGMqkR+5ks4dDkBui5VD1HozWuQj4Y9lCnBbkDhPIxSbmEMhV\nmEFOhlaq4a0WeNNqpSDnaIxcYHazaLsGuj7hmV0rBzlOaqJJbKIqNXdEKC1vWEJcfhcqasYxPHYJ\n5y9yR209L8xKxA8cp3HkNI70jrUWOUHOCXIbcf2dfZWzr9I71lr06vdVMndGXfs0vvWLfJHU5C8f\njrPyyL3lQ1J/+RCDXaqy1H62bOPxce98zIgPfTIUv3quEGX1lzF19o4y1cDSwy2cIOdAfBHtQK7l\nIC6PcGhllDKXnD4wsfRATmx/rUGuLxfHDh9FblGbGeTi0sfgScbtnohm7IpcPsgxxO2IrIFLXL0A\nkQBNKCUD3GsGcjZj5Dhz5XqCnCeBnF+iBeT0yuNIDH3BuTZeIOG9bBOJYQKyCfCyOuCX2SGyXHqm\ntMA1qQku8aSYJrwS1oCdgXVizjWeTsEzlEXrIfXwNtSsyiNnlgbk9uUmoaUsZlkgJ7xyBHEC5Brd\nCeTU0EoXjNS6YKzelQCOxTDngskWe5hjkBtoMOHIvnjEEcgFazxyGwFy7JELzmCoduyRC8vsRHTm\nykHONkul1DDS84fpnutH3r5eVDdOYuLUNVyYvoaZNUAcS+2r9Dq7tchpHDmNo424/k6Qc4Kc3vHW\nImdf5eyrNuL6O+qrmAuuzN1HXskJPPzpQLz90QgCuRiCMjnezRrkeBycXMp1+g3PEfdwvJhe4J2P\nGvGeJ0Px0a9GwjWwBdUt1wjilueJU+UEOQfiiyg7HAgX6tTUKfQQyE0PpeL2yWh7kGNoW0ao5Wud\n7IRB7vjhIwRyrcgo6DN75LxUj5wCci9FEchxOv2IGkU8RksuWS9FVIvxcG4JDfBLb0Vglv14OD2t\nF8hFFEjJ8MVuhOSqyU46COT6BLxpQS5iDSBnJU6sITxyrasGuSACuUCqC1Xm+lGATkKdRQzIDHcB\nGaSkTvjHdiAiuR/hSX0IielEICdfCW8U88iFEQAJkGOAIziLjTtIOgQJczayBTnx+2IkJmShKCcF\nTQLkAjBKIDfWYMlWaQa5ejecaCAQU7xxUu4Yr3MliNtrhjj+LYMc/x2DnC3EmUGuMRpHD8QRyGUj\nKEobWukY4FStBuQWC60MESDXRSBH90j+6qYfSFf+Lj1/hDSE7OIBHCwbQ8/ANE6euYLz1FFPW0Ec\nL/WzUi0mS1+l3+GtVk7jyGkcbcT1d4KcE+T0jrcWOfsqZ1+1EdffIcjdA85fuIkksss++c1QvJdA\n7O2PRuMtj1gyT5qBzhxqKbez942nGnjg8Uh84GPhePZbJvzf9lJkFk+gZ3gBp8/xpN/XqQzLPx8n\nyDkQX0Q7kGs+hOnBdAK5GMsUBKqWCXJ3JoJeU5A7O5CHsiNHkVvYgkwCEU7IIEGuxcojZwE5Du3T\nAJxReuJeNtXCM5lAJIunF7CGODuPk0avBshFE8jx9APrD3L0eR1AjutHF+QWFcEF1XVIWhdCk7oQ\nyxOdZ/AceQOISRuEMbEHodENiIqrQnzSMSQkHRaKTzyE2HiCufhSKQI8BjvzZ5ItyCXEZ6MgOxUN\nxyXIjRGIjdt55RSQY28czyOngNwUzyfH8FZHv6fP/Dvt36leOVuQG2/yxSCB3LED8VRmCXKWZCev\nLsiJulY8clEZfUjSwNnKxJ68IWQWDKJg/xCqGs5g4vQCzl64QR31FcxcniVpO2ted4LcauQ0jpwg\nt95ldYKcE+ScfZWzr9I7Hnvkbi7cw9D4dcTnTOC3L1Xi49+Ix/ufNuDdT4ThwcfC8cBjEXinogce\npc+Ph+Gv6Lv3PWnAw5+Jwjd+nostbg2Izx5HY8dVnJiax4Xp65iZ4Tpf2bk4Qc6B+CIuLNyyhFae\nPIXupkO4OMAgF0fQFmEGJMv4OOswSj29HkCu4qgEuSwF5BIyT8A7wj60UoZXEsDx/GXhddhOILcz\nqk5kXfRObUGAgLh2MaZIJDbRSW5iq3UHOeWzGlrJE4JHpct55GxBziO0mWBO37C3lT7IkZYIrQwn\nUBMqlOPmwsU2Kf6sG1q5DMlwPz6/LoQld5nnyRPKGIIppQ/hsc2ISaxGckoZUlKOanQEyclHkERg\nl0hgl5BAgJdwEHEEdXFayIvneeSKkUggl5+VivqjDHKBCshJmDvRQDBGEp8Vb9wke+To81STG862\neuI0JzOh79hbZwuA1hDH6/KzBLkolB2IQ0JiDgKjtSBncw10tCqQS5dzHOpdj5BsaqeZHYjM6EXS\nirJWshdO9cQNI6twACVHR9DWdR4XZm5hfgG4dHlOAtxlvb5n5Q8j2Vc5jSO9461FTuPICXJ6x1qr\nnCDn7Kv0jrcWOfuq9emrZuiZzOJ13p/jvgpC87eAM9N30DF4DfuPn0FY/AC27C3Hv/42H9/9l1R8\n7adJ+DrpO79Iwb/8by6e23VUDIeJyxzBgePn0Nw1h5EJfrnLoZTshbtidR7a8iwmJ8g5EFemCnLS\nI3cGnU3HcaavADcmMrFwMlF45jjMUo6ZiyRFCE8dh13edTCX3GsdWnmOQK7y6DHkFTQjM6+XQG5s\nSZB7iQBue0QddkXXwzWhGT5pHEppgTgeC2cOC7QxiG218SDXZgdynOzEDHKh+oa9rRYDOeGRI5DT\ny1rJwBZhA3JcTi3IhVA92I4dXEwMGuZxW6ldCFdATj0/limVQa4JsUnVSEktQ2rqEaSmacSfUyXU\nWcDukJD03h1CfGIpAd4+JCbkID8zBXVHTBiqDxDQdqKBIc4CcgxprEn6jiHudLMbzrd74VK3Py50\neNF29sgxxC0T5Jp9COQiUV4Sh8SkVwfkAhWQ06vzEKpvBjnhkdNJXrKY0kkZBUPIKR7E4YpxDIxe\nwaUrt8ULIQ7JuDzL3jj9fmclUpMyyb7q9W0cacvqNI7+/EBOe/1f7yCnltUJcusHcs6+yiJnX/X6\nBrnpS0v3VfxPXb9Lz3Sea/radYK6C7fROzKLho7zqGg4haM1UzhaO4WKxlNoaD+H7oHLGBqfw/jk\nDZw+ewMXLnJ0zpwcJ3/ZPhrHDHIO7IU/575qhclOqJHQhTp95gKaG+rQ1VCKE10lON1fjAtDebg8\nloOr45kEd2m4OZFIsBRLcBeFO1MEdFNyHN19RTxROIPcAoHX/DhB2Lh2moEVwh3/vbK+NMgxVIYK\n6DSDXD6DnBwjl5g1AR8ClD1kOO80NhHAWZKd8ATf2yNrsDumHh7JLfDLbJPj4RjictoEYASz8auC\n3BKeufUCOeHp0nzWeuSibT1yKwA5kQGSlw5AzsMMctbTDxgK5TxxatnUcumBnLnOViCLR472ldwh\nzi8pw3KOMQLkGhGbqAW5wzbSgB0pJfWwUDKDXQotUw8R5JUgPSUf+/My0V6ZgJNtITjd6o5TBFsn\nCcImCcYmGvZgop6WpCkCtTMtbpjp8sK1/gDMDQZhussHUzwmzgbkxDQGCrixJuk3LIa58WZvAXJl\npQxy2Qi0Cq3kaR8sslwLzfpqQI6gf0mQy1wJyI0QxI0gkyCuqHQYNdR5j05cw7Ub98TLIOpKRH9y\neVbNQsWdsJzuxLb/WYnUvkqvs1uLnG+5ncbRRlx/p0fO6ZHTO95a5OyrnH3Vel3/GWXJ+1teX6U8\n24kTmBV4urJ50k2Cu+sLpFtynWGP56Seu36bjkHwNsPj43XgTYEzswTE8W8cn5+2r7oHKesyrk6v\na5DjC7QcqSDHxM3hUAP9o+hobUNncy1aag+hpaYQnfW56GvKxkhrBk52peHCYCpmx5IxN5GEm5MJ\nWJiMw61JgrvJGJKJ1qNw80Q4bo6HEswx1AWRAgnIgnCLYI6hbKW6fSLQBty0khAnQG5SAbljx5Gb\n10Qg168Dcuo8cnWkWuyIrsGeuDp4pTTDn71wOSrA8ZLE3iLhMdJsE1K222i9QM5WvF8DHTcsvQPR\nGTJrZVLWoBCHVhoT++BpaJHp+hVI05On7WcrcCBYiGyFp6kFASkEaJrQSp70m2HOtly6IKdTL0tK\nBTk6PzPI0Xmxlg9yDkQwp66npZUiK70Qh4qy0Vefikv9Rlzp98Us6VKvD0GaF853eOJcmwfOtLrh\nfJs7Lvd44fqQHxZGA3FzJAiXur1xisfCCc+dDchpPHIC4hrlugC5JiPKDsYhITkbAZFl8KL2KMYl\nUt3bgpyaSdTq+thcu8XkRu08IJU9yDp1TQqh9hyWpYyRWxLkOPRSjofLKhzE/sOjaG47h9Nnb+LG\nvOw/1M6HjaNZAjnZx6ggZ+nkbPug5WojjaP1FJ/7RhlHesdbizbSONI73lq0kcbRemsjQW49tZEg\np3e8tWgjQI5l6avWT86+ytlX6R1rLXq99VXMDbq6x33VAu1bhlDqSd8W4PtQlXa71EaCnN7x1qJ1\nAzluSCvRjZvzVFHXce7cJZycPIOxkTH0dnegs6MeXe3V6GgpQ1PNAQK7IrTXFRDc5aGrIQd9zTkY\nac/BZFcOzvRm48JANmZGMnFlLA1zJwj0TsRh/kQUbk2E4/aEAXdO8Bi6YDGOzpHuniDpbHcs3p/U\nwolIKkcOyo8cRlZOPdJzepGUw8lOxuAd0YLdEY3YGUEQZ6zDDgK5l2Pq4JrUCN/MVgTlMix1IjS/\ng9SO0DxasnhdSPlst/3VU3h+J4xZXYjN6qfzGkJKzrBQcvYIopIH4B3OHjd7o14LA1Yen3AFDggm\n3CPYi9MMdyWsMiizC4bcLuVc20i81D9vQx5JZ/tKZKB9h9HxIjJ7YEztRlI2nV+2en48Rq4XYTGN\niEmoQnLKccXbdsisVLOkF84i5XsV5FJLkJlWiIOF2RhsTMP1sRjcPhFMCsEt0vxYEG4QsN0YDsDc\nkL8AuFu07Ta1S25j/NurBH3n2tzMXryJRoI60oQCcXIqAgI4XnLYJi3Hmrwx0EAgVxqL+MQs+BmP\n0zVooroncOZrpBFfE3e+JgRyDHTaa6he06XkHtmMwDSq21zraxaiyEDXlUHOmN6DBKWeHWsQqTn9\nyCzoQ8mRIbS0n8HJU3P0ELxND+0FpR+5YdWnWLbpbV+52JDV2+6UU6vVRrWpN1Jb/XO+r5zX36k3\nit78bZXLsXhZrMo6b/3dm1H/z5bsVKlxr/zWnMXkyAQpXJozlzEzMys0PXMJFy9exPmL53Du/FlM\nnZrC4OAQerr70NHeheamVtTU1KG6qhL11eVorD6M5qr9aK3KR1ddLobacnCiKxNn+tJxcTAZc2MM\ndfFYmIjFrUmT8JyJ8EyhSJJRjL+7dzIc9ycNJNXLZvG8sVfultlLx+uqLJ67G2PhmOrOxLGDpUjP\nqkYKQU9C5jBi04bhFd6EV8LrsSOCII5A7hVTPTxSOKsiwVsBhw1K2XqcVqpVe6SWEO83orAbUbm9\niM8dFElcVI9Jat4YTKlDBHJk8IdZQM1WZq+PUc5ZpoKcO0EuQ5yHqRk+ia0IzOhEUDaHSMrQ0qCc\nJhGOp1cuW63WIxlOdW/M70EUQWpUukxSYz6/3FFEE8hx1sro+EokJR9DSgpBWooF5Hg9jZTK25Rx\nclbfK0olkMtILURJQZYAufmJeKWtWSTHfyqaDAGoPcrQYekBvjUWiGuDfrjc54vpbm+c7/DC2XZP\nnGnzxFSru4A6HisnQi8VjTYQyNWHo7zEhLiEDPhGHKW6byS1mMMhzRBGcmMxzCnb9K7nYvKIahFZ\nKw35ljGOHBqrKow9qNmdiCBojmPPp+LdZe+nup6UNYBkVnYvQVwvDh4bRnsnQdwU9RHTHJJwFZcv\n8Rs0frs2I/oSfstr2++sh9S+aj3Fb+P0jrVW8dtDveOtRfwQ0zvWWsRvY/WOtVbx22O9461F/GDT\nO9ZaxG/j9Y61VrH3QO94axF7OfSOtRaxN2YjPFLsPdI73lrEXi69Y61Fzr7K2Vc5+ypnX6V3vLVo\nvfoqhyBnK+5wtGFPUhLs1EGIM7Q+ffkKLs5cFalDz1+cw5lzV3Bi8iJGRk5hcGAMPV09aGtqQFNt\nOVrqj6Gz5RjaGw+go6EIPc2FBHYFGG3Pw0RXLk715ODsQA6mh3IwO5qNq+MZmDvB4++SCfLicYdA\n796kkQzmMJIylx0Z0wxyljF0PN5OlWUs3Y1RC8ilMshlctKMIcSljwiQ200gtyuyFrtj6+GZ3Exw\nwuDFIYOKcatIu748WQBQC3Iq/GjHJi1f/HeWfdiDnBruZg1y7JHTM+xVWXnkhCeOQCKyGV6xLfBL\nbiOI6xAQp03sEpgtQW45WhPIESxEZduC3BjScscJ5PqtQC45+TDpEJJTDpqVkiwltovvVGl+w2Pk\nCOR4jNxAgxbkLC8NtLpPbY9lu/0uwd3tiVAsjIfg5mgQro8E4epgIC71+uJcpwfOdrjjdKsbTrUo\nXrsmbww3hKOy1ISEhHT4hRPIhRHIGaj+Da1wU5ZW49zCVcCzvobm6ydA3PJZArrynQA5ao8akGOJ\nts4QV9CF8OwuArkuxGrGIiZk9JvXkwiq03L6kFPch7LqcfQMXMTps9cwM0MQJ+LftTHtMu6dOyB+\nSaTX36xF+n3V2rSRxpHe8VYrrtONNI70jrla8f420jjSO+ZqtZHGkd7x1qKNMo424vpvpHGkd8zV\nivfn7KucfZXe8dYiZ1/l7KvWo6xrBDmLtDDH4tShnH1GSnrvZqbpu4szuHj+Ai6cP4vp6QuYvTyD\nqVOTGBoaQG9fD9pb29FUz6BXhdb6SnQ0laOr6Qj6mksI8oox3lmAKQK88wPpuDKSjJvjicJ7d3uC\nvXdRZDRHksFswPwYGc2k+bFgEQLHWhhjwJNQZwVymVUEcp1i/Fh8xgi8I5rgYqyDayxPLSCzUobm\nsXGr74ULL1qud45+x+PIyDDmzyrI6UHOiqTJkqmCnJGOE5WjgtwwQQ5rxAxyPuy5WcQjZyVOamIk\neIhqhHdcMwLS2hCsZOpcKqHLYloLyEUSyEVnD1iDHEGcNchVEcgdV0COE5lYg5qVzEBn+ZySUkog\nV4R9uZnoq0tdEuTMnjmrbeo0HOp30ovH2VxvTzDYUVsc8cfcoB+u9PtgpscLF7oDcLI9Co1H45CW\nkoWgyOPwiWiGN4GaJwGcR2gLiZZmmJNQri49dWHO4lm1/U6AXFqXAnI2bZkhLr8HEVndEuTSLfCW\nmMnr/UjK7EMqQVxR6QCqGiYwemIW53kOmEvsiVMhzr6z4g7MaRxJ48huUPcqxXW60cbRepbVaRy9\n8Yyj9bz+G20crWdZnX2Vs6/SO95a5OyrnH3VepR13UCOZYY5kn7jvIzLBHSqYXft2nWR/ODOfeDW\nXWDhDnDtBjB9aR5nzl7G1NQ5jAyPoau9DS0NVWipO4rW2hK01hShoy4Pgy15ONGZR0CWizN9uQR3\n2ZgeJg2kYmYoCZeHEwn24jA3GoPro5EinPLmWKiAuxujETilgFxKRiWBXIc0TrMGERTTBN+4JvgT\nsARmybBBHjNkZeDaaHkwxyDHv9sIkLP2yKkgF5ezNMhpvTN2IojzjGqFl6kFPvEtIrthsAA4yzFX\nq7V75GxBzuKRC4mqR3ScBuQWgzg9KSCXllqM4pws9NauBuQY4nhifMdzKnKYr7XnOJDaaRguDyWg\nrz4dxfnFMCXVISy+CyGmTgRGdsDf2A4/ujZ8Db3C6dqwOBEKe+QY9lh2IZYS5KS02yXIBaZ2wJDX\nI180aGFOgBxBXHY3jAR7cWYvHC/7RChlel43ig8OoLn9DCamruLCRSWFsIMJvdUOi/sIp3HkfMut\nd7y1yGkcOd9yb0RZnX2Vs6/SO95a5OyrnH3VepR1XUFupZIdjpqK3CKGOynOwHMPtxduY2H+JuZv\nzGH20kVMTo6jv68HHW0taG6oR01FOarLj6Gp5gg6Go+gve4AuhoKMdiaj/GOHAFs5/tScGkwHleH\nTQR1RlwbNeFkdw6B3EEJclntSMnpQ37pOOKyyIDNbCVgkZ4ukSVRgBzPhybnRLPV8r1yFq0byGmk\nD3KWSZwFyKURyLHhHy4hziHIRUqI84lrg39KB4Iy2mWd6Bx3NVoryEXmDMBoFVrJMKeAXGQDgZwM\nrUwikEsikEsyg1qpGdhSk6XMAKcRh1YyyBXlZKOnbunQyqV0X+dvLSAnxZ/nxwy4OhqPkZYMHN5/\nAKkZTUjMGEB8+iDi0ocQT9fPlEznntADQ2w3QmII8Ewd8CPo5jkQfena8vX1pmsowmM5rJKWHlYw\nx9e9U1xnD052YgY5BeYUrzGPjxPzAWZ3Esh1KiAnvXByPFwPjpQPoXvgvAilnJ7hcEp1SgGL9Dor\njmN3GkdO40jveGuR0zhyGkcbUVZnX+Xsq/SOtxY5+ypnX7UeZd0QkLs8o2jRAl7G3LU5M72px6Gu\n0ipdKPWdtLSIfy7mp2APHs9DceM+LkwvYOr0LE6cOIOhoRHUVlbi2OF9OH4wBxWHMlFzJBVNZSlk\njKditDUdJ7vScbo3FwNtB3Gw5DiBXAWyC1qx79AQ2nuvo+DoCKIIMgycjp1FcLQUyK1GGwly6hg5\nBrlk4YnTgtwwfI1k5IfrQ5xIpMEQF90CvwSCtwyChewu6YUTx+ExgzwWTpV9OZajjQW5ekQpIMfe\nNYY4CXIMcXogZ73dDHIp+1CYnYOe2nQs/P/bOw+uNpYtC99/PrNm3nr3jX2NyTgihAABItgY2xgH\nTDBJCITIOSdJ5GSS95zTrYaWKIGgWn7o3XOW91J0n1J1a1OfKs29Ivi6O8ipAM5SIsixjqezsDf1\nHNP+UgK5egK5HwY4WUMai8vGCexMvSyfILiawHO6X0Cfm7eWyGfIKx5B1osQHhUO4M/8fvzDAPaA\nAXf/IIizIM9QPp0PAvXc6iHk+obMHjhSDgFdDgFdHimXzn8ewd5zT4jKMgS3dxBVdYP42jqDyZkt\nrIcJ4DZ5nx37d5573pLvDZfOBQRU+XQkjSNpHKly6UoaRwJyqnw6Eq8Sr1Ll0pV4VQaCXCJg3ddw\n1OM+ueDbZDjmHgrWCpk3yV6W2MM4cQ8e33IPXiSyifW1daytLmFudhKDwX786GhHy5fPaP7QiPfU\nOH7/9g0a3zWjsvobKms68P3HOCZm97C0foH33yfxzNdLIMfDCElVfcgiOIoHiiABRYgUv0DEXaQH\ncvT/Yj2G9udTAblnBHJ/csOeQC4R4lj/nefH/xT58S9XAE+pwZ7tCxlzBHmIqT3XTUrlc2kPraxK\nADnbHLlEkLMDWkrioZUEeKUlb02QayvFyeyr2Cqpaii7SclgLn5hHpbZI8cgN+P3GCBXwiBXYZ+b\ndl28lx4v1sNyVU7BRfXgqpxBMemVd5pAb5JAbxTZL4fw5PkgHhcG8S8CPO69+2deN5689qOAznVB\nZYgAOYQ8unbyCOx4ddB8Ul7FIPLd3CM3iJKqEGoaQugOLGJphXvheD4c/5FXD6VMJjYwaRxJ40iV\nT0fSOJLGUTrKKl4lXqXKpyPxKvEqJ8rqCMhxQe5WGH7vFcglk904Qf8Sy5So2MvY3uaegW1zkZVN\nXkFzH+vhQ6yuH2BhaQcTU+sIDi2iNzCDH13TdDuHxeUdRDZPsBY+wafvI3hR3Ynsii4CmV5kETRl\nVweMzaxzuXeiZtAQ91iYw9DuB3PpBrl8Brmq20HO6pX7r9xeY77U/xLEPS4lYKKGfA4PtSNw4h7J\nVMua6vu0FjupHUJh9Rjyy3gjd/pcVZPOghzJWLWypA51FR4MtblwMvfy3iCXTNd75EyQ2yeQmwt4\n8OndGwPkzDlpaogzZfbY8VYARl0YYGvOGXSTeLN7t2+WbucI7mbxqmLGgLuikgmqryF4303D10Tv\nrw/hZVUfirw9BHbdBHY9KKLzWVTuR6G7hyCuH28/jiAwuIqVNZ4LZ37X1N9zU3ZvSLwvjSNpHKny\n6UgaR9I4SkdZxavEq1T5dCReJV7lRFmTgtyvX7yL/5UODngFOvVBUpV9MRR+HG841vBJexnup+04\nw2GY45Uzdw1FojsIR3awEd7B+sY21tbpdp1e47k9m3sIhw/Q6Z9CeX03nnt/IL/8B/LKu5FPwJRf\nPUAKmT0VRm8FqZYex3QJGynC3V3g6JFCqvddA7lKatxXMegw5Ewn7ZHjXrj/yu/BP1/14Ul5kCAu\ndAlxdy1rqtIHuVECOd7InRdyueqVY5D7K1WQ4/lzxea+cfyYe+GMoZauRrhL3qDCXYnG6tcY73yF\n0/nnShjTkXpo5RNjgZ65vlI0NdTD5ekgSGOQG8PrMnP/NkM8vPIS5EzZQY7h3YBcq27o3Fuwa8Ad\n31bOoMw3ju7+TaxGThHZPsfG9hlmVw4RGAmjpXsWH76NoaZxAN76XnxuHTeGUq5uJIc4a2h14vOJ\nYgOTxpE0jlT5dCSNI2kcpaOs4lXiVap8OhKvEq9yoqz/kSC3s8MVw3Nz7Pn5uYQKi9Lj6LaxkubW\nFpuU2YO3sLKF0NgGOgdW0dq7jOYf82j4OgVv4zBeEyQ9q/SjkECkgMCm0NdHCqCghiCPXsszFJtX\nZOvBM+cbkRiM6kwgsXrkHnl5zlk85Kig6a4gZw6tTAJy+QRxsVUrjflwRb34ZzEPpSSAM+ZHxS/e\n8tBAzhxaOWKAnMvqgTKgZQZFbgK5gk4lyFnAdqnLrQnMx8acOWNuXD0qSivQUO2C/6sL68PFxsb0\nKhjTUSLIHU/9aWybsT9ViLmAGx/f1qG4NAZyZbx3WwLIJcDczSCnVkXtKAZCEewenOP0PDYH9fQX\nDo8vsHt4hq29UyytHmB0MoLZhU2EI/yjSPJhlAJyqUsaR9I4UuXTkTSOBORUuXQlXiVepcqnI/Gq\ntINcvNJjOHt0bAZFPYOk/x23QMr2DgFZDBYTlayBGb18fhuR6C7WwrtYXt/D0to+gR3PnTvEcvgY\n82uHmFjcR2A0iq9dc2hsmUBN0zDK3wUJ8vrwksDuGQFKUTXBXZXZg5fvMxeRMHrwCEAYsniVSwau\nxwxyDDaKYZL3kRrkFEMrCeTMRU38+MdzArTSIJ5UDiJbtZcY6cGBXO0Q1e0w8spCcT1yPITQ7JGz\nQO4TAVpqQysZ8tyuRmM4ZXVZGZrrizHUXoyN4Vc4nC7E+UKOCWCLj0nJtxS4i1Q9chbIzfczyNUS\nyLUTpN02tNJU3NDKFFVRN4L+4Ab2Ds8v55qyzi3Rc4dHpwRwe0ZvdrKhlFcAd/MiJ5bYwKRxJI0j\nVT4dSeNIGkfpKKt4lXiVKp+OxKvEq5wo678Z5Nhw9M3xOsjtKEHOamgmgzmWCXRb9P+3EOFbo9G6\ng4PDnzijVi19l83VMo/OEd3+ibXoERbXDjAxt4/+kS10DUbQ2ruKxtYZlDcO4RWBxzMD6vpM8f2a\nAPJrAwR3fciq7CGA6kGW19zuwBTfJ2i6ZZ82FVglgtxzL4PcRDzIecbxZ0EA/8MQ94LyeQgqq3k4\n6HWAs/RQQS6XV1FMALmiktGrHrkSBjlzxcqr7Qeuq5gArtT9FmXuGvjKPWh978ZElwuRkecEcbk4\nneO5cSwCOAPkeH84NZzdReqhlX/hgEBugUCuqSH9IFdeOwL/wLrR+2aAHH+XjAWIrnrIf/48weZW\n8l44loDc3SWNI2kcqfLpSBpHAnKqXLoSrxKvUuXTkXhVRoEcN+gsXT1/s+Hcf6hl/By5VMWVaVao\nVbHR2Gv8ON5wYj0W1OjlYWg8HO3oJ6ghfIHt/XNEdk6xHD7C1PIuRue2MTi5hc7gKj51TOPNl1FU\nNw2hrDGIl7V+5FV0Ire8CznlPXha5kdWOaminxTAExaB3RNePZNXjDTAzg5TfXgU9zgB5CpDBHIj\nNpDjnrlJPC8bw6PnAfzrZYDyxSBO0QtnV5avP7ZqpXMwl06Qe2IfWmnrkeM5cCw7xPG2A8Z8OE8l\n3lWXoPuzC3P9LmyNE8RN5RBcPcbZ3BW4nS/+ZcgOZPdVcpArIJArMUHO006Appgjp5AJcubm76bi\noU2l8tph9AysYfcgBnKx65wvcuuaZ8Mxe+Kum459uPSVboY4Fn+vpHEkjSNVPh1J40gaR+koq3iV\neJUqn47Eq8SrnCjrbwS567/Qm4aTDNjuD3L3MxxupCYZMkYV/ZMMB0bvoSlu7NK9y0Yv355bigGe\nsdfdGUHeCbCzf4b1yCEWVncxtbCDwYlNdPav4sP3KYK7CXjfm/PvCiq6kVPWhWxPF56yyruRXUGQ\nx6tnxvTEUGIPHkEc38ZALu8ayE3C45tAWc043HRbWDZExw8a+4XdBnGsrGoGucCtvYR3kVMg99oA\nFxNKTJAbi4Hc97g5ciUkngN3BXKNsU2/6+D1ePG+1o2BVheWB19hd7IAR9NZBFW8PcD/JYCcKTuQ\n3VepgJwrBnLFKYPcONWFBXPXwS1RDHLdgRXs0jXK1y5fzwxxlvix0SN3w3fkPuLvlTSOpHGkyqcj\naRxJ4ygdZRWvEq9S5dOReJV4lRNlTQHkTHDRW+zkem8c63caTrI5c1fiylRXKFc0g5xVF1dS57+S\nBaNmm/gS8AjuDogLo9unmJ7fxtjMFoJjG+gKLuG7fxZfuqfQ2DIK38cgyhoCKKn346WvF4XebuQZ\nvXcEeuUEdUbvXcAUAZ3Ri1dJcFQzgLyaEIGcObTSRaDjqZlAzbsJNLcu4UvnBjxvp5DnDRkLsVhD\nKhkAjVsbNFnioZVmb9zDBDlr6CiD3DM3g1xXDOQ+xy92wiBn3S9pgMddi+oyD769c2Hkhzkfbn8q\n31g50g5Xvx/k8rEw4MKndzXxIGdIDXE8/LK4YtTWI3cd2rierLqyxCDX1beMnf3TS5BLFIOctSCQ\n6jtyH/H3ShpH0jhS5dORNI6kcZSOsopXiVep8ulIvEq8yomypgByzq1amajfZTjqoV+piyv6foZz\nBXJ2WZ0dJ0R05pYIvNfdHtbDu1gNb2NlYxuzi1GMTK4hMLyM7oEltHTN4WPLJN40jxHgjcDTEMIL\nnm/n9SO3rAfZZd14SrdPK3qQ7+tHoS9I4DeIF94huH2jqHs/hY7eVcwsHmFs7gi+plkUVJn74Vlb\nJagAztITBrmq2MIsDkkH5HIJ5PII5HLKBg2QszYFN3rkLkFOtf2A1Qv3FuWlPtR5y9Ha6MJsXzG2\nxoqM+XAmxMUD1m8Huel8LAZL0NxYC1dZO1zcs0qQpgY4S8MG8JkgFw9rLAY4rierriwxyP3wL2Hn\nQB/k7vI94++VNI6kcaTKpyNpHEnjKB1lFa8Sr1Ll05F4lXiVE2VNAeTYvHR75K6LC/87DccJkLvJ\nyJO/pm4Ys+INh295kRUqK99u7iAc3cNG9MDYzHxpdR8zC7sYn9nG0EQU/qE1tPbM41P7pNF7V9c8\nbPTeuev7CPKCcL8Jori6nyAuiLefJtAbXCdAPMbhMbCwdoT65lkUVnLPXeJWA3z/+lBLs0fO2vZA\nv2fuL9KTqvuBHJeP97jL9Q0TvAbxqtoEORNUCORK7SAXv2qlscm3uw5VZV401rjh/+rGfKAYu5PP\njaGUP2ceE0zFwxXDViLI2WHsSjxvzi7Ve+J1Ssc+seUyZYLc0mAJPjfWoKSszQQ5A9asXjlVz9wI\nXhPslSQBOVZijxzfZ5Dr6F1MoUeOIe666dy0eNBN2t7ezojG0e/2Kh1ZXqXKpSNpHGVG44g/tzSO\nnAc58SrxKvEq8SpVPh39RpAzJYbzuw2Hn+d97RI2NOdNyxnwjB68Paxu7GJpbQczi1sYGF1B98AC\n/KFVdPQt4XP7LL51zGF4IoLNnROcngFn58Dy+hHefZnGs8o+FNT0I5/3uyNAymER1Jl73tEtA1NM\nT43FTnjPOwI4r7XwihrSblVsnl/WvUGOxCBXPYRsArmXVeOXPU2XIFdoBzkGOF7QpAFlBHHV5V58\neluCwbZihEdfG8MYj3k+nNE7dh3iEkEuqazVLC9XtbwF5uaf4IzynU7ZIY71Fw4J5JZDJfj6vgZu\nBrnLxU5ie8cpNgN/VTFmqOTWVSunY7fm4jdGj9ytICeNI1UuXUnjKHMaR+m4VqVxJCCnyndf8ecW\nrxKvEq/6e3nVvw3kWGI4eoYT5Q3Njd47cyPzcPQA4c0jHBz/wu4hEN46J/A7Mx6bDXTQRU7Pbx6j\ntWseZW8G4Krvx6vaAJ75AubG5r4B5PnMRVBMcc9XCNlVQYKvgLG4yuMKhjk7yPF9u2zQppK3Rxvk\nGDZzq0PIYZCrNEHO7eMNz2fwrHT8EuReu5oMkGOIKy+tRl1lGVreuzDW7UKEIO5wOo8gzlzQJB6m\nYpphmOOhlY8uAeyXHcbs4pUs7UoB5E4p70kCyB1PPzaGeK4OufDtA4NcawzkCNh4sRNLCpB7zSBX\nmcoiJ/wec/EbX8MIAgT/e4dn9Afg94EcHy8TGkcs8SppHKly6UqGK2UGyPHxxKvEq1T5dCReJV7l\nRFnvBHJOVg4fSwzHScMxe+42t3ZxenZuzsOjRrkhY3inKb5/eHyOucUd9Aws4nvXDD58m0DthxFU\nNo6grGEYxfUhFBHE5VdZCiLH24+nFX14SiDHMlbNJCgzRI/jlArMke4yR47n71nixzy3L6+KILNs\nAC+9BC8xQCmp4g3Px5FFIFfIPXIlTSh1N6DC48Pbaje6P7/GfD8PpXxBsJRjzEdLCnGsmT9xMvvn\nJcgxxIEAjHUNzO4h9Ry5Rziisq2PFKOlyYfS8laUeIfh4sVMEuDNALiyqz3mjFUrKyfgqUoEN7sm\n4akeJ4gbg+/dOF0DC1jZOMTJKV+XMC6SxGs1Xb9yJ+ZxQuJV0jhyuqzpbBw5WVY+ljSOxKtUuXQl\nXiVe5WRZ+VjiVQ6BHF+cqYgrnC8QJ8XHVOXSFV9wqnw6YsNR5dIRn0RVLl3xBafKZ+rc0M+TCwK6\nC+zuX2AjcoHZhWOMzxxgYHQH33uX8fbrpLElgudtEK7aPrys7sWzqh4UVflRQBCWR8r19hLg+ZHt\nDeBpJYtgLyae/xYngjaVeKXMVJQVE9/nVTlzuLewMoTs0n68qOCVOSeNIYUuArnnngk8LepG0Yuv\nKC15h+ryKnyocyPQ4sL6cAkOpl8QnOXgdPYx6dGlTmz3r/R/OJ37F87mH+F8/i9ckH7NkeiWH+uI\nQe56Pi4HweVsNqJjxWhr9sFT0UpwNoIS7m3zjsOVRMWxWzf3yLGoPnhz8Hjx/LkxVNSOorZxDB3+\nFSytn+Dwp3ld8DVyHpP9uuHrX3Wt6Yi/p/YcTkm8KnO8ihtdqnw64saRKpeOuHGsyqUrbsir8umI\nP78ql474PKly6YqvK1U+HYlXiVepculKvEq8SpVPR0551R9Mg7eJf43iD6EiSh0xcPCxVTnvKz4e\nE7kqn47YHFX5dMTGeN/hGhyq+3w8PrGqfFfiOufeuz3SPt0/RDS6j/DmIUHdIVbDB1jZOMDi2j6m\nF7YRHF1FV/8CWnvm0NQ6ifqmEXgbQiitI8irCeIFr5BZFTR67/KqQ6YYtOg1lrGYCq+MybexHjVD\nBGS87919lOUlsCsfwJPiAApLQ3gZ6416VTFO9yeQ+6IbL15/QnWFD98/eDDtd2N30oXT+ec4X8gl\nIHuKX4tZlz1j53SfZT1OFIPXCUGdNWfOKdnLcJmLnjujMu5Ou9H5rR4VVe0o840ZPWnqHjZT1jxB\nA+qoLhLFC6G89g7Te0N482EEnb0LWFk/onN/YFwL5nWhul62DBNPx9CidHz/xasellfdpNu96u7i\nxoHTZeXzlI7zz40OVT4dcePA6bJyb0w6zj83OlX5dCReJV4lXiVepcqno4fsVX+ouukSxQnTZTh8\nbFXO+4qPly7DUeXTERuOKleqsgOcXWw4qnx2Ja93a9NnU8YiK9TQ39s/xc9TYP8Y2Nj6hfmVM4zP\nHiM4vo9vXcuoaSLQeBPEK58fz6u4964XRdV+FNHjwpoACkj5PpKxxx0DHveqBZFVGTBkLqBCsg29\nZGCLe3w5ZJNgzhvAk7IBPHb1XYLc5VDD8jHkv2xHqacBrU3VmA9W4HC2mAAuH78Y4BTDIm8DOV7s\nhMHrcvjj1J9xwyHvIz6eKtfFApVlIQf7MyXoaalDZXU7ymsn4PGpAc6SHeSsujDFQzKH6fkheKoH\n8fbjKEJjEayuH9D55XHvN28pwGLDUV1rOmIDS8f3X7zq4XlVMqXiVXcR1yk3jlS5dMS/nqbj/Ker\nceR0WblxpMqlK24cqfLpSLxKvEqVS1fiVeJVqnw6csqrBORSVCaAnEX21w2HN2OPxG7tz1/Jfh7i\nz8kWtgjmDg9PzHl3JF44hVe/PInp+AQ4+PkLO0e/EN77hYn5XfQEV/Clcxrvvo2h+v0g3LUBvCKw\ne0ZwVkDgluclkKsM4ml5P55WDCCLHhuKgZ2xqIoBdlfwZj425+Dx61ll/firxI/8kuAlyJm9TyN4\n6fqKlqa3WBn24Wi+BGcLhQRHTw1IUsPTzbJAjqWCstTF/988Bm89gIXHpuLm3VEZF7NxOFcCfyuD\nXJuxKInHl8oiJgRy3PuWAHFugrjq+mG0tM9icmYT65F9A9JTgTiWNI7Eq1S5dCWNI2kcqfLpSLxK\nvEqVS1fiVeJVqnw6EpBLIj6e04bDJs6G43RZnTQcLqMFdvcBuSvx+1hXz/HnPjzkIQCK3EbOK8Bj\nnZ7+wtHPC+wfnWPn4ByrkTNMLfzE0OQ+ekOb+Ny5hKr3I3jtI6Ar7UBu6Q88dXciq7QT2eWdyPX2\nIJv01NtL4mGUvF2Bn0TwFgM9XkHzaTmBH4FcgXsQL8qHCOBCKPGGUPt+BrX1HQh2NWBn2oPThYIY\nxMXD2V30e0HuiVHegzkX/G0Ecr5WArnR1EHO6JHjBVCGCeKGCOIGUfN2GB3di5hb2EY4fL0XLhq9\n+dpIV+OIh1Wo8t1X4lUPA44ZjwAAEelJREFU36sscVkzqXGUjmv179w44vNvDVdS5byvxKvEq1T5\ndCReJV71kL1KQC5FZYrhsHZ3Uxsul6r4c6duOAqwO4MxLPPw5Bf2j+kP4v4ZwtsnWA4fYXgqiu7B\nFXxqncCbTyFUvgvAXduD5xWdyPf8QK6nC9ll3Xjq6UWWh0CunAGun4AvaCjLFTB65F4TxFXUDqLp\n2wxGJg/Q3j6AUf9b7E27cLaQlxzkYnu+XYGUfcuAq967xKGVrOMZU/bnbpP9/xgglwBwl5p/iqO5\nEgQI5Kpq2lBeGw9yvHAJ33p81p5wLH5ugkCOe+IY4kLGUMrGz+PoH17F4uouItHbrg2+xvn1+Gtd\nGkfiVapcupJfueVXblU+HYlXiVepculKvEq8SpVPRwJyScTHS5fhqPLpKP0g50zdcp3qGs6FXUR5\nDHgnpxfG5uar6ztYWNrF7MIOJmZ4cZUIOvtX8L17EU3tc/A1j8FV14+iim7keTqRW9qJHFKupwc5\nrm48K/WjvCaIdnr/xMwe1qIX6OkdxIi/EVtTlTieL8bpfFEM6FjZBEvxQyzVQBUPcjdBWapKGeQo\n99GcC/3t9fARyFXYeuQsiLsuXpFy3NyqwBs0wPbTtymExtaxvL6LMM93vBXw+Zr5fSCXju+/eJUM\nV1Ll0pE0jgTk0nH+xavEq1S5dCReJSCnFFe0GE6mGY5z9cp1ajcco7vNGGZp9r7ZcyfKfJ9avNw9\nr57J+99FI3t0e4BI9ADrGwdYWtvD/MoeZpZ2MD63haGJMAZG19EbWsX3nlm8/zaKmvdBVL7pw5uP\ng+gZWMYcvXc9QsawewF/3zD6Or9ifugDolP12Jv1GnPOfi68wulCEcFcTmxxkxisxbYDSCYVyOmK\ne/h4X7q4DcaNjcT5vglyAx0Mcq0EciPXhlZeAl2V1SvHC6KMw1MdQk3DEDp6Foz5cAzKkZQgztL1\na0caR+JVqly6ksaRNI5U+XQkXiVepcqlK/Eq8SpVPh0JyCURH08MJ72GkyrIXb1PLdNwrN4fFt83\nxdARIYUtRXcQjuxiPbyHpdVtTM9HMTYVwcj4BkYn1wn8duk9BCtb+9jdP0dwcArfPn9GW3M9/K3V\nGOoqx6S/FEshD6LjHhzMleJw3kWw9Bo/51/heP45ThaeEeSxiox5dWcL+SbwLWQTyKk379YRH+8S\n4C5B7jHdMsxdgVxNEpCz5DY2/56k18dQWT+Kxk+T6A4sY5bnw1GdcV1G+Xum8V2TxpF4lSqXrqRx\nJI0jVT4diVeJV6ly6Uq8SrxKlU9HAnJJxMf7+xoOr1rJk3J3lPlSk/18mAtgcJ2qDecmkLu5p45l\n9shdH8Zn5rXLep7fa/bgRQjawrz3XWQfGwQrkU3u0aPXt3ZwdHyOCD03N7uAyfFRDAV70dfdgt6O\nJvS0NaK37Q2pFoF2ArxOHyb7arEwVIuVkRqEx33Ymq7C3mwFjubdBHkvCeoKcTqXjZ8z3Ct3tVjJ\nNd1xmKUS5C7n6JkgFySQq2WQ8xHIGXPg7HPiTIBjldWOofbdGNq6lzE8HsXiMtUP1YFZZ6q6tT9n\nF5+L699JaRyJV6ly6UoaR9I4UuXTkXiVeJUql67Eq8SrVPl0JCCXRHy8v6/h8Oc+1wQ5e8PfbPRz\nnd4N5G4CvCtZQyuv5zRXztxSAgdfL1sEbXzL/4/Fx2DxJou8ceUZzi/o+OcXdN2eYHtnD2vrYSwu\nrmBqegFDwzPwB0bQ2xMkwOtDd0cbOr43oePrG/S01GCgoxqjPV7M9HuwMuTG5kQJ9qZeY3fqOd0W\nYH+yAAdT+TicziPl4Gg6G4dTWTiefkL6i/SIQO0G4ItJDXKWbCBX2xYDOQY3C+QI4HzcCzdOEDeK\n+g8T8A9sYHn9mKD2iOqH/+gkfreu6jb+ebuseo3/v9I4Eq9S5dKVNI6kcaTKpyPxKvEqVS5diVeJ\nV6ny6UhALon4eAJy9wE5Pg+WrOdMkOI6TQ5yic8lKvmu9eoeORMeWVuXz92mq3JzWc/iDCe27x2v\nnnlurp65f/gLm7unBvCEN3YxP7eK8bFJjAwNYmjAj6C/Df4fn9Db/g4BAqmBH7UEd1UYaCvDUGcZ\nJnsrMD/gxXKoAmvDHkTG3dieLCbIe4H96UKCu2wD6H5eAt2/6DErfhPxk5lHCoCLKbZq5eCPNwbI\nlfuGYz1yVi/cODw146ioH8XHbzMIjkQQ3TozPt/uHl+rdji2y6pf1WusxGvAlDSOxKtUuXQljSNp\nHKny6Ui8SrxKlUtX4lXiVap8OhKQSyI+3n++4STr8dIBOat36/prXKf3MxyGOC6TGuZuNhx+/u7X\nBh/v7IRo5nJunllXV6tmxqbuEdhZosuFZILlz+OfxjLTy8srmJmZxdjoBAb6Q+ho78aXzy1o+fIF\nbV+a0P65gVSLrq8EeO0VGOspw3TAjcXga4RHXmBn4hn2JwtxMJWHg+lcUg6J4MwQ995lEcjxQiu8\ngqZio3ICueM5lwlyda0oryGQ8/GqlLFeuJpRVDeMo7l1HlMLu9gjOKXiG59tf/+A6uJ6r5qOpHEk\nXqXKpStpHEnjSJVPR+JV4lWqXLoSrxKvUuXTkYBcEvHx/h4gp3peZ44cnwf1ueA6vT/IWbr+umU4\n6mvAKo+6TMnEx+IeOSYaVc7rskAvXlYP3vEJsHdwgdX1fUxOr2F0bJ7AbgidP7rQ/r0Frd+a8f1L\nA9oI6to+V6LrmxeBtkqEOr0Y7S7HZK8Hs/0eLIXKsDpcivBYCTYnXNiZfE1g9xyn889xvlBA8JZD\nsoCOFAO5UOcb1NW1EcgNGQDHqqgbxZuPE/jRu4q55UMcn5qAan4WNhwBOVU+HYlXSeMoHedfGkcC\ncqp8OhKvEq9Kx/kXrxKQU0oMRwwnHedfz3AsIIoHuyMiOnORlS2Eo5vYiEQQJq2tb2B6Zg7DQ6Pw\n+wcI8Hrx7WsHmj5+Q9OHT/j88QO+Nzfix9cGdLfUoa/Nh+GuKkwHKrAYLMXmmAf7U8X4OfcSJ/NF\nOCGoM1bMnC/E4VwZBjvfEci1E8iFjF44L69K2TyJ/lAYm9vnBmxaEMfBn0EaR+JVqnw6Eq+SxpEq\nl67Eq8SrVPl0JF4lXqXKpSsBuSQSwxHDScf5T7fhRLeuFN7irRH2SAcEd4dYXT/A/OIupmY2MTqx\nhqHhOfh7Q2j91oYvTU34/KEBXz7WoKXJi7ZmD4IdVRj3V2Fu0IfFUBVWRrxYH/ciOlmFjQleYfML\nfLWdxubevrejaG6ZwfAEmdXeL7rOLeiML6s0jsSrVPl0JF4ljSNVLl2JV4lXqfLpSLxKvEqVS1cC\nckkkhiOGk47zfz/D4Wsm+XWTaDh2mDP2aYtti8CrRbIiUe69o8d8G9lCOBxFeCOCtdU1zMzOYiA4\niO7uXvj9veho70Bz82c0f2zCt88f0N7yAf6OJgQ6v+PTxw54q3tQ1zCC9q5FzC7sGwua8Hw/+net\nnCxpHIlXqfLpSLxKGkeqXLoSrxKvUuXTkXiVeJUql64E5JJIDEcMJx3n/3eAHMsEOV4t0vZcVLUi\nJP8/czEZc6PzXWxE9+n2GEcnwM4esLJxioXlA0zNhBEcnEB7Wxeam1rw9m0r3rzrQ7d/CRsRc1VK\nY9GWC3VZucHB19X1MuhJGkfiVapcuhKvksaRKp+OxKvEq1S5dCVeJV6lyqcjAbkk4uOJ4YjhqPLp\niA3HzMHlVa/uacHazZ/J/P8MdNs7+5dz8HiLBEtn579wenZBn4NEoEdfE7pvvmbNh7PKZc2Ls0sa\nR+JVqnw6Eq+SxpEql67Eq8SrVPl0JF4lXqXKpauMBTmrd4Er+qEbjr2sD91wrLI+dMOx1+lDNxx7\nWdNrOCwT2KzcW9GYjD3xWOZnuu2zbSsM5wIxGYBnPa9e+dOCOOvWklOGw3Vq1etDbxzZz794lXiV\nKpeOMtOr1PnvIqusD71xxOW0yipeJV6lyqUr8SrxqsSc9xGX0yrrbwE5S1zR8suR/HKkyqWjh/TL\nkdU1pnqNpTaceKC7SarPqTIchjgTza73tKUq+ZVbvEqVT0fiVfIrtyqXrsSrxKtU+XQkXiVepcql\nq4fsVX9wJd4m3iA5XYbDx1blvK/4eGy6qnw6YsNR5dNROg1HlU9H6TAc/sOQjvOfTpCL187lff5S\nxr92u9hwEq9VBjkD5mzPJSoR8uyP+XhsOKp8OkpH44iVjvMvXiVepcqlo4fkVbdJ7VV6SmfjSJVP\nR+JV4lWqXLoSrxKvUuXTkWMgx/SeivgLx18QvpidEB+Lj6nKpSuucKfLyhecKpeO2HCdLCeLj8fH\nVeXTERuO03XKF7Eql674uHct615MytfoWPz5zeOfkrh+4+v49JQf82v82HrdehzTqU3G/zm1lXPf\nFD/eu14GuxI/m/0x3+fGQVxeB8THTMyrKz6eKpeuxKvEq5yu04fkVTeJj3XlVc4p3qucER9PvEq8\nSpVLR+JV4lVOlpPFx3vIXvWHiu5U4pPIBJnYNXhf8bHYGFS5dMVErsp5X3FZ2XBUuXTEF5yTdcri\n4/EFosqnI/7COX3++QJU5dIVfzGcLiv/cTSPz79K8hCTxGEm9sfWe67/gmnv+eNfzq7Kybf6Zebj\n8R+cxLy6YsNxsk5Z/CufKpeuxKvEq5w+/5npVc4p3qucER9PvEq8SpVLR+JV4lVOlpPFx3vIXnUn\nkFMdQEfpNhxrQqGuuKLTbThOljUTDIeVTsNR5dNRvOFYgGYf4nhhGxbJr1+HuETZDef288+vm7L2\nr1O9j4+XbsNx8lpNx3Ad8SrxKqusTilzvcoZ3c2rUhMfT7xKvEqVS0fiVeJV6Tj/D9mr/qNBzilx\nRcsvR2I413MxyNnmp6Uwv82u+F+O+Et80xeZX4sYt/9ukHNKfDxpHIlXqfLpSLxKfuVOR1nFq8Sr\nVPl0JF4lXuVEWQXkUhBXtBiOGI4q183iP/yWrr9uGg4f34K4m0COpX6PHez4HEnjSLxKlUtH4lXS\nOErH+RevEq9S5dKReJV4VTrOv4BcEonhiOGocunqYYGceq4cyzQcBjPuaVPnTUUCcvESrxKvcrqs\n0jgSkBOvEq9S5dOReJV4lRNlFZBLQVzRYjhiOKpcN4v/8Fu6/rppOHx8ey+b1etm6aoMySQgFy/x\nKvEqp8sqjSMBOfEq8SpVPh2JV4lXOVFWAbkUxBUthiOGo8qlo/OLc2xub11CmCnunbMrNZizxOdI\nGkfiVapcOhKvksZROs6/eJV4lSqXjsSrxKvScf4F5JJIDEcMR5VLV5lkONdBLrFHTkDurhKvEq9y\nuqziVQJy4lXiVap8OhKvEq9yoqxJQS7RtB6y4SSW1QnDsS8FyhX9kA0nsaxOGE5inTplOPayOmU4\niWV1wnAS69Qpw7GX1SnDSSzrQzacxLImnrv7KPEY4lXiVU6XVbxKvCrx3N1HiccQrxKvcrqs4lV/\nP69KCnKJctpwuPCZ8MsRl5OVCb8cWWXNhF+O+FiZ8ssRlzUTfjniY7Ey4Vduq6yJfyyckHiVeJXT\nZRWvEq8SrxKvUuXTkXiVeJUTZb0TyDlZOaxMMBwWf+5MMBwWHy8TDIf1dzccbhik4/xnQuOItb29\nrcylK/Eq8SqnyypeJV6lyqUr8SrxKqfLKl719/OqP5BicIVzQifFJpaO4AtZle++YhPnCnc62Bj4\n2Kqc9xUfj3+RcDrYcJ0uKxtDOoL/kKny6YgN1+lgw0nH+ec/ZE4Hm1g6yspm5nSIV4lXOV1W8Srx\nKvEq8SqnQ7xKvMqJsqYMchISEhISEhISEhISEhIPIwTkJCQkJCQkJCQkJCQkMiwE5CQkJCQkJCQk\nJCQkJDIsBOQkJCQkJCQkJCQkJCQyLATkJCQkJCQkJCQkJCQkMiwE5CQkJCQkJCQkJCQkJDIs/uAl\nZUUikUgkEolEIpFIlDmSHjkJCQkJCQkJCQkJCYkMCwE5CQkJCQkJCQkJCQmJDAsBOQkJCQkJCQkJ\nCQkJiQwLATkJCQkJCQkJCQkJCYkMCwE5CQkJCQkJCQkJCQmJDAsBOQkJCQkJCQkJCQkJiQwLATkJ\nCQkJCQkJCQkJCYkMCwE5CQkJCQkJCQkJCQmJDAsBOQkJCQkJCQkJCQkJiYwK4P8B9lafViqch4oA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Logo\n",
    "import os\n",
    "from IPython.display import Image\n",
    "PATH = \"F:\\\\Github\\\\Python tutorials\\\\Introduction to NumPy\\\\\"\n",
    "Image(filename = PATH + \"Numpy logo.png\",width=600, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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xTB3BCCqziatmhTmtIZyuUgGHmCvWSljqaN03K/ENzrAB1O8GsYZ9TZ04VCaP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\nrpaKC9ukWfQghNFOQwhaxguRFdrOA07jM58dM6BlnJHLFCi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8+cO1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\n2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/jpeg": {
       "height": 500,
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visual representation of Arrays\n",
    "\n",
    "import os\n",
    "from IPython.display import Image\n",
    "PATH = \"F:\\\\Github\\\\Python tutorials\\\\Introduction to NumPy\\\\\"\n",
    "Image(filename = PATH + \"arrays.jpg\", width=500, height=500)\n",
    "\n",
    "# This is to find out your current directory\n",
    "# cwd = os.getcwd()\n",
    "# cwd\n",
    "\n",
    "# n is the number of dimentions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial Overview:\n",
    "\n",
    "1. Printing / Running cells\n",
    "2. Importing / installing packages\n",
    "3. NumPy Arrays\n",
    "4. Creating Arrays\n",
    "    - Manually\n",
    "    - Set/standard Matrix Types\n",
    "    - From a List\n",
    "    - Appending an Existing Array\n",
    "5. Array Indexing\n",
    "6. Array DataTypes\n",
    "7. Array Maths\n",
    "8. Array Mathimatical Functions\n",
    "9. Reshape\n",
    "10. Transpose\n",
    "11. Broadcasting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  1. Printing / Running cells\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# passing values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To Print\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Importing / Installing packages  \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Packages / libraries\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Arrays \n",
    "\n",
    "A numpy array is a grid of values. All have the same type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating an array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# checking the type of a\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# checking the number of elements per dimension\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Selecting / indexing elements from the array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Indexing elements that don't exist (out of bounds)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating error check to avoid stoping the script\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# changing the elements of the array\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# creating a 2 D array\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# creating a 3x3 Matrix\n",
    "\n",
    "\n",
    "# To flatten the matrix \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Creating Arrays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 Set matrix types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2x2 with zero values\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NxN with 1 values\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# When we want to pass a specific number\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate random numbers\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 From a List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# b_list.shape # will give us an error\n",
    "\n",
    "#shape\n",
    "\n",
    "#specifying the type\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Appending an Exisitng Array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Appending an array\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Array indexing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# first value is the row, second is the column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# last 2 numbers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# first 2 numbers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# middle 2x2 matrix\n",
    "\n",
    "# middle 3x3 matrix\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Array datatypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Integer\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Float \n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Numpy Array Basic Maths\n",
    "\n",
    "Mathematical functions operate elementwise on arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# creating the arrays\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SUM\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Minus\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Multiply\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Division\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Square root\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Dot product and Matrix Maths\n",
    "# Note: when we multiply in Numpy, we use elementwise multiplication, not matrix multiplication like MATLAP\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inner product of vectors\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Matrix vector product\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Matrix by matrix product\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Mathimatical Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sum of all elements\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sums the values by column\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sums the values by row\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Reshaping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshaping\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# flattens\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#generate new array and reshape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. Transpose - Turn the rows into columns and vice versa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# One way of Transp\n",
    "\n",
    "\n",
    "# ANother way\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 11. Broadcasting\n",
    "\n",
    "Allows numpy to work with arrays of different shapes when performing arithmetic operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to learn more, check out this page: https://docs.scipy.org/doc/numpy-1.13.0/reference/"
   ]
  }
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